Ecoli

Benchmarks

Task Name	Dataset Name	SOTA Result
Imbalanced Classification	ecoli	F1-Score84.2	25
Off-policy evaluation for classification error	ecoli	Bias-0.208	15
Classification	ecoli (test)	Accuracy82.94	14
Classification	ecoli (train)	Accuracy87.84	14
Tabular Anomaly Detection	Ecoli	AUC-ROC0.865	14
Counterfactual Explanation Generation	ecoli	Validity100	12
Counterfactual Explanation Diversity	ecoli	Diversity6.9	11
Structure Learning	ecoli70 n=100	SHD37.55	11
Binary Classification	Ecoli	Accuracy97.33	10
Clustering	Ecoli	Runtime (s)0.01	9
Multiclass Classification	ecoli2	Weighted F1-score0.971	9
Multiclass imbalanced classification	ecoli2	AUC99.2	9
Multiclass imbalanced classification	ecoli 2	Accuracy97.1	9
Multiclass Imbalanced Classification	ecoli2	G-Mean0.945	9
Tabular Classification	ecoli 1011 (test)	Test Error0.036	9
Counterfactual Explanation	ecoli	Validity100	8
Clustering	Ecoli (UCI)	ARI74.49	8
Generating observational data	Ecoli	MMD (Generated vs Query)0.016	8
Multiclass Classification	ecoli	AUC96.63	7
Causal Bayesian Optimization	ECOLI70 target #1583, no-parent intervention (intervention sweep)	Mean Score0.893	6
Counterfactual Explanation Generation	ecoli	Average Euclidean Distance3.8	6
Counterfactual Explanation	ecoli	Proximity Score6.19	6
Causal discovery	ECOLI70 n=100, p=46, s=70 (semi-synthetic)	nSHD0.59	6
Manifold Learning	Ecoli	TW + CN / 2 Score96.94	5
Classification	Ecoli UCI (test)	Accuracy88.1	5

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